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Abdul Fatir Ansari

Senior Applied Scientist at AWS and first author of the Chronos and Chronos-2 time series forecasting models

Abdul Fatir Ansari is a Senior Applied Scientist at Amazon Web Services, working on time series forecasting, log analytics and generative models, and in particular on general-purpose pretrained models for time series. Ansari is the first author of the Chronos (2024) and Chronos-2 (2025) papers, which introduced Amazon's open pretrained time series forecasting models, and contributes to AWS's open-source AutoGluon and GluonTS libraries.123

Career

Ansari's site lists AWS AI in 2021 and from 2022 to the present, and describes Ansari as a Senior Applied Scientist at AWS working on time series forecasting, log analytics and generative models, with recent work on general-purpose pretrained models for time series.1

Research

Ansari's research covers time series analysis and generative models, including probabilistic generative modeling, unsupervised learning and representation learning. As first author of Chronos (2024), Ansari described a framework that scales and quantizes time series into a fixed vocabulary and trains T5-based models on them, and as first author of Chronos-2 (2025) extended the approach to multivariate and covariate-informed forecasting.123

Ansari also co-authored fev-bench (2025), a benchmark for time series forecasting with Oleksandr Shchur and colleagues at AWS, and in August 2025 lectured on building foundation models for time series at the Oxford ML School.51

Work

  • ChronosOpen weights

    First author of "Chronos: Learning the Language of Time Series" (2024), which tokenizes time series values and trains transformer language model architectures on them to build pretrained probabilistic forecasting models.24

    Project page (external site: arxiv.org)

  • Chronos-2Open weights

    First author of "Chronos-2: From Univariate to Universal Forecasting" (2025), describing the Chronos-2 model with zero-shot support for univariate, multivariate and covariate-informed forecasting.341

    Project page (external site: arxiv.org)

Career timeline

  1. 2022

    Began the AWS AI role that Ansari's site lists as running from 2022 to the present.1

  2. Mar 12, 2024

    Posted "Chronos - Learning the Language of Time Series" as first author.2

  3. Aug 2025

    Delivered a lecture on building foundation models for time series at the Oxford ML School.1

  4. Sep 30, 2025

    Co-authored fev-bench, a benchmark for time series forecasting.5

  5. Oct 17, 2025

    Posted the Chronos-2 paper as first author, alongside the model's release.34

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References · reviewed Oct 22, 2026

  1. 1.
    Abdul Fatir Ansari — homepage (external site: abdulfatir.com)

    Abdul Fatir Ansari · Official page · accessed Oct 22, 2026

  2. 2.
    Chronos: Learning the Language of Time Series (arXiv 2403.07815) (external site: arxiv.org)

    arXiv · Paper · published Mar 12, 2024 · accessed Oct 22, 2026

  3. 3.
    Chronos-2: From Univariate to Universal Forecasting (arXiv 2510.15821) (external site: arxiv.org)

    arXiv · Paper · published Oct 17, 2025 · accessed Oct 22, 2026

  4. 4.
    amazon-science/chronos-forecasting README (external site: raw.githubusercontent.com)

    amazon-science/chronos-forecasting (GitHub repository) · Repository · accessed Oct 22, 2026

  5. 5.

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